Volume 1 · Open research

What we're learning by building Raya.

Papers, field experiments, and release notes — published as we go, open to everyone.

Roadmap· actually stands.Checked against the code on 26 August 2026

What’s live, what’s mid-build, what’s next. Nothing above is a screenshot of a feature that doesn’t exist yet.

  1. Shipped

    Socratic sessions & Cognitive Kernel

    The Pump → Hint → Assertion → Summary ladder, the per-concept vector and the seven alerts, running in every session.

  2. Shipped

    Schools workspace

    Self-serve onboarding, admin and teacher roles, classes, invite codes and team joins, and insights by class and subject.

  3. Shipped

    Study Rooms, Challenges & Tools

    Live group rooms with shared documents, group challenges with standings, and quizzes, summaries, flashcards and mind maps generated from a lesson.

  4. Shipped

    Works on a weak connection

    The interface is cached on the device after the first visit, so it opens without waiting for the network, and writes are queued and retried rather than lost.

  5. In progress

    Payments & quotas

    Card, mobile money and PayPal through a single aggregator, plus the plan limits. The full payment flow runs in sandbox — live acquiring isn’t switched on. The limits are counted and reported, and do not yet turn anyone away.

  6. In progress

    Per-concept trajectory curve

    A real Kernel-side projection, replacing the model-guided estimate the student profile shows today.

  7. In progress

    LMS sync

    Google Classroom sign-in, then classes and rosters imported read-only from the environment a school already runs, instead of retyping them. Built end to end; it turns on per deployment once the Google credentials are registered.

  8. Coming

    Audio summaries & infographics

    A lesson turned into something you can listen to on the way to school, or read as one picture. Designed, not built — and deliberately not on any pricing card until it is.